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Performance-Benchmark

Wie schnell ist das Modell?

Roher Durchsatz auf echter Hardware – wie viele Token ein Modell pro Sekunde erzeugt, wie schnell es den Prompt verarbeitet und wie kurz die Zeit bis zum ersten Token ausfällt. Je höher, desto besser.

⚡ Generation (tok/s)🔄 Prefill⏱️ TTFT👥 Concurrency
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Messwert:
#Modell / HerstellerMesswerteParallelGPU / CPU / RAMRuntime
1gpt-oss-20bOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
1.295,30 tok/s TG
Prefill 25.462 · TTFT 808 ms
10×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
2Qwen3-Coder-30B-A3B-InstructQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
966,21 tok/s TG
Prefill 33.768 · TTFT 1.793 ms
10×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
3Qwen3-30B-A3B-Instruct-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
909,25 tok/s TG
Prefill 37.116 · TTFT 1.783 ms
10×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
4Qwen3-30B-A3B-Thinking-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
873,72 tok/s TG
Prefill 33.023 · TTFT 1.835 ms
10×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
5gpt-oss-20bOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
784,45 tok/s TG
Prefill 17.724 · TTFT 560 ms
5×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
6Qwen3-Coder-30B-A3B-InstructQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
688,61 tok/s TG
Prefill 16.192 · TTFT 873 ms
5×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
7Qwen3-30B-A3B-Instruct-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
655,83 tok/s TG
Prefill 17.990 · TTFT 931 ms
5×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
8Qwen3-30B-A3B-Thinking-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
633,41 tok/s TG
Prefill 20.292 · TTFT 767 ms
5×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
9gpt-oss-20bOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
267,04 tok/s TG
Prefill 7.273 · TTFT 272 ms
1×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
10Qwen3-Coder-30B-A3B-InstructQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
243,00 tok/s TG
Prefill 4.297 · TTFT 765 ms
1×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
11Qwen3-30B-A3B-Instruct-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
232,79 tok/s TG
Prefill 8.323 · TTFT 311 ms
1×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
12Qwen3-30B-A3B-Thinking-2507Qwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
221,28 tok/s TG
Prefill 8.379 · TTFT 300 ms
1×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
13gpt-oss-120bOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
13,32 tok/s TG
Prefill 405 · TTFT 26.375 ms
5×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cli
14gpt-oss-120bOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
6,46 tok/s TG
Prefill 333 · TTFT 6.064 ms
1×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cli
15GLM-4.5-AirZ.ai (Zhipu) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
6,20 tok/s TG
Prefill 382 · TTFT 35.625 ms
5×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
16Mistral-Small-4-119B-2603Mistral AI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
5,77 tok/s TG
Prefill 325 · TTFT 5.900 ms
1×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ
17GLM-4.5-AirZ.ai (Zhipu) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
3,34 tok/s TG
Prefill 182 · TTFT 11.740 ms
1×NVIDIA GeForce RTX 509016x AMD Ryzen 7 5800X3D 8-Core Processor · 126 GB RAMvLLMcodex_cliAWQ